Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery

Areas of thin sea ice in the polar regions not only are experiencing the highest rate of sea-ice production but also are, therefore, important hot spots for ocean ventilation as well as heat and moisture exchange between the ocean and the atmosphere. Through co-location of (1) an unsupervised wavefo...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: Müller, Felix L., Paul, Stephan, Hendricks, Stefan, Dettmering, Denise
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/tc-17-809-2023
https://noa.gwlb.de/receive/cop_mods_00065071
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063701/tc-17-809-2023.pdf
https://tc.copernicus.org/articles/17/809/2023/tc-17-809-2023.pdf
id ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00065071
record_format openpolar
spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00065071 2023-05-15T15:12:44+02:00 Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery Müller, Felix L. Paul, Stephan Hendricks, Stefan Dettmering, Denise 2023-02 electronic https://doi.org/10.5194/tc-17-809-2023 https://noa.gwlb.de/receive/cop_mods_00065071 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063701/tc-17-809-2023.pdf https://tc.copernicus.org/articles/17/809/2023/tc-17-809-2023.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-17-809-2023 https://noa.gwlb.de/receive/cop_mods_00065071 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063701/tc-17-809-2023.pdf https://tc.copernicus.org/articles/17/809/2023/tc-17-809-2023.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/tc-17-809-2023 2023-02-20T00:14:01Z Areas of thin sea ice in the polar regions not only are experiencing the highest rate of sea-ice production but also are, therefore, important hot spots for ocean ventilation as well as heat and moisture exchange between the ocean and the atmosphere. Through co-location of (1) an unsupervised waveform classification (UWC) approach applied to CryoSat-2 radar waveforms with (2) Moderate Resolution Imaging Spectroradiometer-derived (MODIS) thin-ice-thickness estimates and (3) Sentinel-1A/B synthetic-aperture radar (SAR) reference data, thin-ice-based waveform shapes are identified, referenced, and discussed with regard to a manifold of waveform shape parameters. Here, strong linear dependencies are found between binned thin-ice thickness up to 25 cm from MODIS and the CryoSat-2 waveform shape parameters that show the possibility of either developing simple correction terms for altimeter ranges over thin ice or directing adjustments to current retracker algorithms specifically for very thin sea ice. This highlights the potential of CryoSat-2-based SAR altimetry to reliably discriminate between occurrences of thick sea ice, open-water leads, and thin ice within recently refrozen leads or areas of thin sea ice. Furthermore, a comparison to the ESA Climate Change Initiative's (CCI) CryoSat-2 surface type classification with classes sea ice, lead, and unknown reveals that the newly found thin-ice-related waveforms are divided up almost equally between unknown (46.3 %) and lead type (53.4 %) classifications. Overall, the UWC results in far fewer unknown classifications (1.4 % to 38.7 %). Thus, UWC provides more usable information for sea-ice freeboard and thickness retrieval and at the same time reduces range biases from thin-ice waveforms processed as regular sea ice in the CCI classification. Article in Journal/Newspaper Arctic Climate change Sea ice The Cryosphere Niedersächsisches Online-Archiv NOA Arctic The Cryosphere 17 2 809 825
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Müller, Felix L.
Paul, Stephan
Hendricks, Stefan
Dettmering, Denise
Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
topic_facet article
Verlagsveröffentlichung
description Areas of thin sea ice in the polar regions not only are experiencing the highest rate of sea-ice production but also are, therefore, important hot spots for ocean ventilation as well as heat and moisture exchange between the ocean and the atmosphere. Through co-location of (1) an unsupervised waveform classification (UWC) approach applied to CryoSat-2 radar waveforms with (2) Moderate Resolution Imaging Spectroradiometer-derived (MODIS) thin-ice-thickness estimates and (3) Sentinel-1A/B synthetic-aperture radar (SAR) reference data, thin-ice-based waveform shapes are identified, referenced, and discussed with regard to a manifold of waveform shape parameters. Here, strong linear dependencies are found between binned thin-ice thickness up to 25 cm from MODIS and the CryoSat-2 waveform shape parameters that show the possibility of either developing simple correction terms for altimeter ranges over thin ice or directing adjustments to current retracker algorithms specifically for very thin sea ice. This highlights the potential of CryoSat-2-based SAR altimetry to reliably discriminate between occurrences of thick sea ice, open-water leads, and thin ice within recently refrozen leads or areas of thin sea ice. Furthermore, a comparison to the ESA Climate Change Initiative's (CCI) CryoSat-2 surface type classification with classes sea ice, lead, and unknown reveals that the newly found thin-ice-related waveforms are divided up almost equally between unknown (46.3 %) and lead type (53.4 %) classifications. Overall, the UWC results in far fewer unknown classifications (1.4 % to 38.7 %). Thus, UWC provides more usable information for sea-ice freeboard and thickness retrieval and at the same time reduces range biases from thin-ice waveforms processed as regular sea ice in the CCI classification.
format Article in Journal/Newspaper
author Müller, Felix L.
Paul, Stephan
Hendricks, Stefan
Dettmering, Denise
author_facet Müller, Felix L.
Paul, Stephan
Hendricks, Stefan
Dettmering, Denise
author_sort Müller, Felix L.
title Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
title_short Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
title_full Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
title_fullStr Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
title_full_unstemmed Monitoring Arctic thin ice: a comparison between CryoSat-2 SAR altimetry data and MODIS thermal-infrared imagery
title_sort monitoring arctic thin ice: a comparison between cryosat-2 sar altimetry data and modis thermal-infrared imagery
publisher Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/tc-17-809-2023
https://noa.gwlb.de/receive/cop_mods_00065071
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063701/tc-17-809-2023.pdf
https://tc.copernicus.org/articles/17/809/2023/tc-17-809-2023.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Sea ice
The Cryosphere
genre_facet Arctic
Climate change
Sea ice
The Cryosphere
op_relation The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424
https://doi.org/10.5194/tc-17-809-2023
https://noa.gwlb.de/receive/cop_mods_00065071
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063701/tc-17-809-2023.pdf
https://tc.copernicus.org/articles/17/809/2023/tc-17-809-2023.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/tc-17-809-2023
container_title The Cryosphere
container_volume 17
container_issue 2
container_start_page 809
op_container_end_page 825
_version_ 1766343383146561536